{"id":"W4321445433","doi":"10.22454/fammed.2023.310804","title":"Professional Development Needs of Clerkship Directors","year":2023,"lang":"en","type":"article","venue":"Family Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attendance; Professional development; Medical education; Interpersonal communication; Variety (cybernetics); Faculty development; Psychology; Medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009562663,0.0001209973,0.0003122973,0.000710602,0.00007075114,0.000001201666,0.0001033215,0.0001048334,0.000388456],"category_scores_gemma":[0.001409152,0.0000862525,0.00002867489,0.002487064,0.0002090361,0.00003328446,0.00004151627,0.0002437645,0.0001662479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000892489,"about_ca_system_score_gemma":0.0003888092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001927479,"about_ca_topic_score_gemma":5.948037e-7,"domain_scores_codex":[0.9983367,0.00003079374,0.0005465497,0.0001311802,0.0007182031,0.0002365215],"domain_scores_gemma":[0.9991316,0.000109786,0.0001171388,0.0002537414,0.0002973285,0.00009038015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001289071,0.000320994,0.06769575,0.00055544,0.0001096931,0.00001588309,0.01138847,0.000002494931,0.03021968,0.001793293,0.7193467,0.1684227],"study_design_scores_gemma":[0.001259795,0.0001621855,0.829489,0.0009513613,0.00004267971,0.000008031969,0.006589273,0.0001236732,0.002066721,0.00009379503,0.1591167,0.00009684489],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805006,0.0001328203,0.0001194926,0.00687764,0.003262933,0.0003030854,9.964393e-7,0.0001615319,0.008640859],"genre_scores_gemma":[0.9810798,0.00003286158,0.001217092,0.00240518,0.0006337727,0.00006089756,0.0002851317,0.00002401423,0.01426129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7617933,"threshold_uncertainty_score":0.4253321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07358560996090466,"score_gpt":0.3843717408879319,"score_spread":0.3107861309270272,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}